Robustness in software solutions stems from meticulous architecting. A well-designed system exhibits modularization, loose coupling, and clear interfaces which promote maintainability, scalability, and extensibility. Architects must analyze potential failure points during the design phase to incorporate appropriate mitigation strategies. Continuous